library(tm)
## Loading required package: NLP
library(tidytext)
library(plotly)
## Loading required package: ggplot2
##
## Attaching package: 'ggplot2'
## The following object is masked from 'package:NLP':
##
## annotate
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
library(wordcloud)
## Loading required package: RColorBrewer
library(RColorBrewer)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(wordcloud2)
library(syuzhet)
library(magrittr)
library(stringr)
library(twitteR)
##
## Attaching package: 'twitteR'
## The following objects are masked from 'package:dplyr':
##
## id, location
#credentials
CONSUMER_SECRET <- "EmH5TYf5X0vYCiKwxb8GaCCwZ2DR7094qMA9hb4tXjdoE4W27A"
CONSUMER_KEY <- "Az08rualcz9xPB2uAA3bDRftn"
ACCESS_SECRET <- "gYDcMWu6JQLMR7wT3osJq6itQD9YXHek9r44wp8tOo0pT"
ACCESS_TOKEN <- "1595060341146234880-s3E81fGpab6vA3xWJIPhpVAu7DTP8h"
setup_twitter_oauth(consumer_key = CONSUMER_KEY,
consumer_secret = CONSUMER_SECRET,
access_token = ACCESS_TOKEN,
access_secret = ACCESS_SECRET)
## [1] "Using direct authentication"
#extract
Enhypentwts <- searchTwitter("Enhypen -filter:retweets",
n= 10000,
since= "2022-12-14",
until= "2022-12-20",
lang= "en",
retryOnRateLimit = 120)
## [1] "Rate limited .... blocking for a minute and retrying up to 119 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 118 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 117 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 116 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 115 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 114 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 113 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 112 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 111 times ..."
## [1] "Rate limited .... blocking for a minute and retrying up to 110 times ..."
#converting list data-data frame
trendtwts <- twListToDF(Enhypentwts)
#save & load data frame file
save(trendtwts,file = "TrendTweetsD.Rdata")
load(file = "TrendTweetsD.Rdata")
save(trendtwts, file = "trenddata2.Rdata")
#check missing values
missin <- sapply(trendtwts,function(x) sum(is.na(x)))
missin
## text favorited favoriteCount replyToSN created
## 0 0 0 4083 0
## truncated replyToSID id replyToUID statusSource
## 0 4209 0 4083 0
## screenName retweetCount isRetweet retweeted longitude
## 0 0 0 0 10000
## latitude
## 10000
#subsetting
datatrend <- trendtwts %>%
select(screenName,text,created,statusSource)
datatrend
#grouping
datatrend %>%
group_by(1) %>%
summarise(max = max(created), min = min(created))
newg <- datatrend %>% mutate(Created_At_Round = created %>% round(units = 'hours') %>% as.POSIXct())
newg
datatrend %>% pull(created) %>% min()
## [1] "2022-12-19 02:34:14 UTC"
datatrend %>% pull(created) %>% max()
## [1] "2022-12-19 23:59:53 UTC"
#plotting
ggplot(data = datatrend, aes(x = created)) + geom_histogram(aes(fill = ..count..)) +
theme(legend.position = "right") + xlab("Time") + ylab("Number of Tweets") +
scale_fill_gradient(low = "green", high = "pink")
## Warning: The dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(count)` instead.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#plotly
gpltly <- newg %>%
dplyr::count(Created_At_Round) %>%
ggplot(mapping = aes(x = Created_At_Round, y = n)) +
theme_light() + geom_line() + xlab(label = 'Date') + ylab(label = NULL) +
ggtitle(label = 'Number of Tweets per Hour')
gpltly %>% ggplotly()
#status source
encodeSource <- function(x) {
if(grepl(">Twitter for iPhone</a>", x)){
"iphone"
}else if(grepl(">Twitter for iPad</a>", x)){
"ipad"
}else if(grepl(">Twitter for Android</a>", x)){
"android"
} else if(grepl(">Twitter Web Client</a>", x)){
"Web"
} else if(grepl(">Twitter for Windows Phone</a>", x)){
"windows phone"
}else if(grepl(">dlvr.it</a>", x)){
"dlvr.it"
}else if(grepl(">IFTTT</a>", x)){
"ifttt"
}else if(grepl(">Facebook</a>", x)){
"facebook"
}else {
"others"
}
}
datatrend$tweetSource = sapply(datatrend$statusSource,
encodeSource)
appsource_twts <- datatrend %>%
select(tweetSource) %>%
group_by(tweetSource) %>%
summarize(count=n()) %>%
arrange(desc(count))
ggplot(datatrend[datatrend$tweetSource != 'others',], aes(tweetSource, fill = tweetSource)) +
geom_bar() + theme(legend.position="none", axis.title.x = element_blank(),
axis.text.x = element_text(angle = 45, hjust = 1)) +
ylab("Number of tweets") + ggtitle("Tweets by Source")

#acc that tweets about enhypen
screenname_twt <- datatrend %>%
select(screenName) %>%
group_by(screenName) %>%
summarize(count=n()) %>%
arrange(desc(count))
#corpus
srnCr <- Corpus(VectorSource(datatrend$screenName))
class(datatrend$screenName)
## [1] "character"
data1 <- class(VectorSource(datatrend$screenName))
data1
## [1] "VectorSource" "SimpleSource" "Source"
str(datatrend)
## 'data.frame': 10000 obs. of 5 variables:
## $ screenName : chr "FatimaV30121995" "heartforhooni" "enhypen_simppp" "grryrstl" ...
## $ text : chr "@enhypenupdates @ENHYPEN_members Please let them rest, they deserve it, they have already worked very hard, the"| __truncated__ "i’m hosting a giveaway on my tiktok for these pcs💗 feel free to join :D username is @/ heartforhoon\n\n#enhypen"| __truncated__ "Hoping that this sh8 is pre recorded cause our boys need a fcking rest!!!! https://t.co/4Z9hq7nbjI" "had to give up my money for my dad hehe, no regrets naman basta para sa kanila 😚 see you next timeee my enhypen babies ❤️" ...
## $ created : POSIXct, format: "2022-12-19 23:59:53" "2022-12-19 23:59:15" ...
## $ statusSource: chr "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>" "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>" "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>" "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>" ...
## $ tweetSource : chr "android" "iphone" "android" "android" ...
class(datatrend)
## [1] "data.frame"
corps1 <- datatrend
corps1
wrdc <- brewer.pal(8, "Dark2")
wrdc <- wrdc[-(1:4)]
set.seed(123)
par(mar = c(0,0,0,0), mfrow = c(1,1))
wordcloud(words = srnCr, scale=c(3,0.5),
max.words=10000,
random.order=FALSE,
rot.per=0.5,
use.r.layout=TRUE,
colors=wrdc)
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